Triple
T2748283
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Atlanta–Sandy Springs–Alpharetta, GA Metropolitan Statistical Area |
E60921
|
entity |
| Predicate | contains |
P35
|
FINISHED |
| Object |
Norcross, Georgia
Norcross, Georgia is a historic suburban city in Gwinnett County known for its revitalized downtown, diverse community, and proximity to Atlanta.
|
E342080
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Norcross, Georgia | Statement: [Atlanta–Sandy Springs–Alpharetta, GA Metropolitan Statistical Area, contains, Norcross, Georgia]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Norcross, Georgia Context triple: [Atlanta–Sandy Springs–Alpharetta, GA Metropolitan Statistical Area, contains, Norcross, Georgia]
-
A.
Decatur, Georgia
Decatur, Georgia is a small, historic city in the Atlanta metropolitan area known for its walkable downtown, vibrant arts and dining scene, and progressive community.
-
B.
Dunwoody, Georgia
Dunwoody, Georgia is a suburban city in the Atlanta metropolitan area known for its residential neighborhoods, shopping centers, and business districts.
-
C.
Newnan, Georgia
Newnan, Georgia is a historic city in west-central Georgia, known for its well-preserved antebellum architecture and role as a regional economic and cultural center.
-
D.
Hapeville, Georgia
Hapeville, Georgia is a small city in the Atlanta metropolitan area known for its proximity to Hartsfield–Jackson Atlanta International Airport and its historic downtown.
-
E.
Peachtree City, Georgia
Peachtree City, Georgia is a planned suburban city in the Atlanta metropolitan area known for its extensive network of golf cart paths and high quality of life.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Norcross, Georgia Triple: [Atlanta–Sandy Springs–Alpharetta, GA Metropolitan Statistical Area, contains, Norcross, Georgia]
Generated description
Norcross, Georgia is a historic suburban city in Gwinnett County known for its revitalized downtown, diverse community, and proximity to Atlanta.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Norcross, Georgia Target entity description: Norcross, Georgia is a historic suburban city in Gwinnett County known for its revitalized downtown, diverse community, and proximity to Atlanta.
-
A.
Decatur, Georgia
Decatur, Georgia is a small, historic city in the Atlanta metropolitan area known for its walkable downtown, vibrant arts and dining scene, and progressive community.
-
B.
Dunwoody, Georgia
Dunwoody, Georgia is a suburban city in the Atlanta metropolitan area known for its residential neighborhoods, shopping centers, and business districts.
-
C.
Newnan, Georgia
Newnan, Georgia is a historic city in west-central Georgia, known for its well-preserved antebellum architecture and role as a regional economic and cultural center.
-
D.
Hapeville, Georgia
Hapeville, Georgia is a small city in the Atlanta metropolitan area known for its proximity to Hartsfield–Jackson Atlanta International Airport and its historic downtown.
-
E.
Peachtree City, Georgia
Peachtree City, Georgia is a planned suburban city in the Atlanta metropolitan area known for its extensive network of golf cart paths and high quality of life.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69ab4b79846081909096725374d65ce9 |
completed | March 6, 2026, 9:47 p.m. |
| NER | Named-entity recognition | batch_69abdb517a00819084fd8f8933a25212 |
completed | March 7, 2026, 8:01 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b28dc130a48190a4bf2259c206cf88 |
completed | March 12, 2026, 9:56 a.m. |
| NEDg | Description generation | batch_69b28f6d8a948190b9aac1b90de472d6 |
completed | March 12, 2026, 10:03 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b2c08b196881908e72596d54ab8873 |
completed | March 12, 2026, 1:32 p.m. |
Created at: March 6, 2026, 9:56 p.m.